{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import plotly.express as px\n",
    "import json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x16a3c49d0>]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df3 =pd.read_csv(\"/Users/andre/Downloads/tmdb_5000_movies.csv\")\n",
    "df3 = df3.loc[df3.release_date.isna() == False]\n",
    "df3.release_date = pd.to_datetime(df3.release_date, yearfirst=True)\n",
    "df3['year'] = df3['release_date'].dt.year\n",
    "df3_group = df3.groupby(\n",
    "    by='year'\n",
    ")['vote_average'].median().reset_index()\n",
    "\n",
    "plt.plot(df3_group['year'], df3_group['vote_average'])\n",
    "\n",
    "# используется две переменные категориальная (year) и количественная (vote_average)\n",
    "# цель - посмотреть изменение средней оценки фильмов от года к году и возможность увидеть тенденцию\n",
    "# данный график выбран т.к. с помощью него более наглядно видна тенденция изменения во времени"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df3_year_group = df3.groupby(\n",
    "    by=['year']\n",
    ").original_title.count().reset_index()\n",
    "\n",
    "\n",
    "plt.bar(df3_year_group.year, df3_year_group.original_title)\n",
    "\n",
    "\n",
    "plt.xlabel('Год')\n",
    "plt.ylabel('Количество фильмов')\n",
    "plt.title('Количество выпускаемых фильмов по годам')\n",
    "\n",
    "plt.show()\n",
    "\n",
    "# используется две категориальные переменные (year и original_title)\n",
    "# цель - посмотреть как изменяется количество выпускаемых фильмов из года в год\n",
    "# данный график выбран т.к. с помощью него можно увидеть резкий рост количества фильмов с 1993 года"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='vote_average', ylabel='budget'>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(x=df3['vote_average'], y=df3['budget'])\n",
    "\n",
    "# используется две количественные переменные (vote_average и budget)\n",
    "# цель - есть ли корреляция средней оценки и бюджета,\n",
    "# график рассеяности очень удобно и наглядно показывает корреляцию и сразу можно понять есть ли выбросы и также увидеть корреляцию двух переменных"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/bd/fcmxyhv55l77y_0hm9t2kq340000gn/T/ipykernel_5454/2365634811.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df3_corr_group.dropna(how='any', inplace=True)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df3_corr_group = df3[['budget', 'popularity','revenue', 'runtime', 'vote_average', 'vote_count']]\n",
    "df3_corr_group.dropna(how='any', inplace=True)\n",
    "corr_matrix = df3_corr_group.corr()\n",
    "sns.heatmap(corr_matrix, annot=True, cmap='coolwarm')\n",
    "\n",
    "# используются только количественные переменные\n",
    "# цель - найти признаки наличия или отсутствия корреляции всех количественных переменных\n",
    "# \"тепловая карта\" позволяет быстро определять на взаимосвязь каких переменных стоит обратить внимание, а какие скорее всего не взаимосвязаны"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<BarContainer object of 20 artists>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = []\n",
    "for i in df3.genres.items():\n",
    "    for ii in json.loads(i[1]):\n",
    "        data.append({'name':ii['name']})\n",
    "\n",
    "df = pd.DataFrame(data)\n",
    "\n",
    "df = df.groupby(\n",
    "    by='name'\n",
    ").size().reset_index().sort_values(by=0, ascending=True)\n",
    "\n",
    "df.rename(columns={0:'count'}, inplace=True)\n",
    "plt.barh(df.name, df['count'])\n",
    "\n",
    "# используется категориальная переменная жанр и количественная переменная количество\n",
    "# цель - увидеть каких жанров фильмов больше всего и каких меньше\n",
    "# горизонтальная гистограмма позволяет наглядно увидеть что Драм больше всего выпускается, а меньше всего жанров Зарубежное кино"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
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